{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploration constant c\n",
    "\n",
    "Default value for previous results was c=10000, check cube 2x2 solution result with other values to check for \n",
    "optimal value and gain intuition about it.\n",
    "\n",
    "Run params: `./solver.py -e cube2x2 -m saves/cube2x2-zero-goal-d200-t1/best_1.4547e-02.dat --max-steps 30000 --cuda -o csvs/t3-c2x2-mcts-c=1000.csv`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "../csvs/t3-c2x2-mcts-c=0.01.csv  ../csvs/t3-c2x2-mcts-c=100.csv\r\n",
      "../csvs/t3-c2x2-mcts-c=0.1.csv\t ../csvs/t3-c2x2-mcts-c=10.csv\r\n",
      "../csvs/t3-c2x2-mcts-c=1000.csv  ../csvs/t3-c2x2-mcts-c=1.csv\r\n"
     ]
    }
   ],
   "source": [
    "!ls ../csvs/t3*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "# combine data into single data frame\n",
    "df = pd.concat({\n",
    "    # old result\n",
    "    'c=10000':  pd.read_csv(\"../csvs/c2x2-zero-goal-d200-t1-v2.csv\"), \n",
    "    # new tests\n",
    "#    'c=1000000': pd.read_csv(\"../csvs/t3-c2x2-mcts-c=1000000.csv\"),\n",
    "#    'c=100000':  pd.read_csv(\"../csvs/t3-c2x2-mcts-c=100000.csv\"),\n",
    "    'c=1000':    pd.read_csv(\"../csvs/t3-c2x2-mcts-c=1000.csv\"),\n",
    "    'c=100':     pd.read_csv(\"../csvs/t3-c2x2-mcts-c=100.csv\"),\n",
    "    'c=10':      pd.read_csv(\"../csvs/t3-c2x2-mcts-c=10.csv\"),\n",
    "    'c=1':       pd.read_csv(\"../csvs/t3-c2x2-mcts-c=1.csv\"),\n",
    "    'c=0.1':     pd.read_csv(\"../csvs/t3-c2x2-mcts-c=0.1.csv\"),\n",
    "    'c=0.01':    pd.read_csv(\"../csvs/t3-c2x2-mcts-c=0.01.csv\"),\n",
    "})\n",
    "df.index.set_names(['param_c', 'idx'], inplace=True)\n",
    "df.reset_index(level=0, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot('depth', 'solve_steps', data=df, hue='param_c');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot('depth', 'is_solved', data=df, hue='param_c');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "param_c\n",
       "c=0.01     67.50\n",
       "c=0.1      67.50\n",
       "c=1        67.50\n",
       "c=10       66.75\n",
       "c=100      84.50\n",
       "c=1000     89.00\n",
       "c=10000    92.00\n",
       "Name: is_solved, dtype: float64"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('param_c').is_solved.mean()*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "param_c\n",
       "c=0.01     4802.611111\n",
       "c=0.1      4802.611111\n",
       "c=1        4802.611111\n",
       "c=10       4608.898876\n",
       "c=100      4935.795858\n",
       "c=1000     5472.053371\n",
       "c=10000    5948.627717\n",
       "Name: solve_steps, dtype: float64"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.is_solved==1].groupby('param_c').solve_steps.mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "TODO: check the branching of resulting trees"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "TODO: why with increase of C, performance of MCTS drops?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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